About the Scope-Fit Risk Calculator

The calculator exists because of one finding in the 2026 Manusights Findings Report: in our sample, 9 of 10 journal-fit issues at Nature Communications were critical severity. When the engine flagged a scope mismatch at that venue, the flag was almost never a polite revision request. It was a desk-rejection-grade signal that the wrong venue had been chosen.

The implication was clean: scope-fit problems are best surfaced before submission, not discovered in the editorial response. The Journal Fit Predictor already does this at the “I do not know where to submit yet” stage by returning the top 5 best-fit venues. This calculator covers the next stage: “I have chosen a target. Will scope kill it?”

Where the data comes from

The calculator uses the same 1,321-entry venue corpus as the Journal Fit Predictor. The corpus is sourced from OpenAlex with curated additions for top computer-science conferences. Scope text is sourced from each venue's own published aim-and-scope page where available, with editorial trimming for length. Coverage is densest for biomedical, chemistry, physics, materials, and CS venues.

The scoring rubric draws on the issue-class patterns documented in the 2026 Manuscript Findings Report (a study of 5,495 manuscripts reviewed in spring 2026, of which 835 were classified under the v4 review engine). Journal-fit issues accounted for 10.3% of all classified risks; 79% of journal-fit issues were critical severity. That distribution shaped how the calculator calibrates the bands.

How it differs from the rest of the tool family

• Journal Fit Predictor: you do NOT have a target venue. It returns the top 5 venues that fit.
• Scope-Fit Risk Calculator: you DO have a target venue. It scores the scope-fit risk for that specific venue and offers lower-risk alternatives.
• Citation Claim Checker: you have a specific citation in your manuscript. It resolves the paper, discloses retrieved source coverage, and requires a verbatim passage for any support assessment.
• Stats Sanity Checker: you have a Results section. It recomputes every reported p-value and flags arithmetic-inconsistent statistics.
• Reference Checker: you have a bibliography. It flags retracted references and references that cite hijacked-journal clones.
• Manusights Readiness Scan: the paid tool that combines all of the above with a structural review of claims, evidence, and editorial fit.

Who maintains the calculator

The calculator is built and maintained by Manusights, a pre-submission manuscript review service for academic researchers. The team is led by Erik Jia (ORCID · LinkedIn). The corpus and scoring methodology are versioned and refreshed quarterly; the next refresh ships in August 2026.

Feedback

If a scope-fit score feels wrong for your paper, the most useful feedback is a one-line description of the venue, the paper's topic, and the score you got. Email erik@manusights.com. We use feedback to refine the scoring rubric in the next quarterly refresh.